Abstract
We present new tractable cases for default reasoning from conditional knowledge bases. In detail, we introduce q-Horn conditional knowledge bases, which allow for a limited use of disjunction.We show that previous tractability results for ε-entailment, proper ε-entailment, and z- and z +-entailment in the Horn case can be extended to the q-Horn case. Moreover, we present feedback-free- Horn conditional knowledge bases, which constitute a new, meaningful class of conditional knowledge bases. We show that the maximum entropy approach and lexicographic entailment are tractable in the feedback-free-Horn case. Our results complement and extend previous results, and contribute in refining the tractability/ intractability frontier of default reasoning from conditional knowledge bases.
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
E. W. Adams. The Logic of Conditionals, volume 86 of Synthese Library. D.Reidel, Dordrecht, Netherlands, 1975.
F. Bacchus, A. Grove, J. Y. Halpern, and D. Koller. From statistical knowledge bases to degrees of beliefs. Artif. Intell., 87:75–143, 1996.
S. Benferhat, C. Cayrol, D. Dubois, J. Lang, and H. Prade. Inconsistency management and prioritized syntax-based entailment. In Proceedings IJCAI-93, pages 640–645, 1993.
S. Benferhat, D. Dubois, and H. Prade. Nonmonotonic reasoning, conditional objects and possibility theory. Artif. Intell., 92(1-2):259–276, 1997.
E. Boros, Y. Crama, and P. L. Hammer. Polynomial-time inference of all valid implications for Horn and related formulae. Ann. Math. Artif. Intell., 1:21–32, 1990.
E. Boros, P. L. Hammer, and X. Sun. Recognition of q-Horn formulae in linear time. Discrete Appl. Math., 55:1–13, 1994.
R. A. Bourne and S. Parsons. Maximum entropy and variable strength defaults. In Proceedings IJCAI-99, pages 50–55, 1999.
C. Cayrol, M.-C. Lagasquie-Schiex, and T. Schiex. Nonmonotonic reasoning: From complexity to algorithms. Ann. Math. Artif. Intell., 22(3-4):207–236, 1998.
T. Eiter and T. Lukasiewicz. Complexity results for default reasoning from conditional knowledge bases. In Proceedings KR-2000, pages 62–73, 2000.
T. Eiter and T. Lukasiewicz. Default reasoning from conditional knowledge bases: Complexity and tractable cases, 2000. Manuscript.
H. Geffner. Default Reasoning: Causal and Conditional Theories. MIT Press, 1992.
H. Geffner and J. Pearl. Conditional entailment: Bridging two approaches to default reasoning. Artif. Intell., 53(2-3):209–244, 1992.
M. Goldszmidt, P. Morris, and J. Pearl. A maximum entropy approach to nonmonotonic reasoning. IEEE Trans. Pattern Anal. Mach. Intell., 15(3):220–232, 1993.
M. Goldszmidt and J. Pearl. On the consistency of defeasible databases. Artif. Intell., 52(2):121–149, 1991.
M. Goldszmidt and J. Pearl. System Z+: A formalism for reasoning with variable strength defaults. In Proceedings AAAI-91, pages 399–404, 1991.
M. Goldszmidt and J. Pearl. Qualitative probabilities for default reasoning, belief revision, and causal modeling. Artif. Intell., 84(1-2):57–112, 1996.
S. Kraus, D. Lehmann, and M. Magidor. Nonmonotonic reasoning, preferential models and cumulative logics. Artif. Intell., 14(1):167–207, 1990.
P. Lamarre. A promenade from monotonicity to non-monotonicity following a theorem prover. In Proceeding KR-92, pages 572–580, 1992.
D. Lehmann. Another perspective on default reasoning. Ann. Math. Artif. Intell., 15(1):61–82, 1995.
D. Lehmann and M. Magidor. What does a conditional knowledge base entail? Artif. Intell., 55(1):1–60, 1992.
J. Pearl. Probabilistic semantics for nonmonotonic reasoning: A survey. In Proceedings KR-89, pages 505–516, 1989.
J. Pearl. System Z: A natural ordering of defaults with tractable applications to default reasoning. In Proceedings TARK-90, pages 121–135, 1990.
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2000 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Eiter, T., Lukasiewicz, T. (2000). New Tractable Cases in Default Reasoning from Conditional Knowledge Bases. In: Ojeda-Aciego, M., de Guzmán, I.P., Brewka, G., Moniz Pereira, L. (eds) Logics in Artificial Intelligence. JELIA 2000. Lecture Notes in Computer Science(), vol 1919. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-40006-0_22
Download citation
DOI: https://doi.org/10.1007/3-540-40006-0_22
Published:
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-41131-4
Online ISBN: 978-3-540-40006-6
eBook Packages: Springer Book Archive